Parallel queries to partitions in Elasticsearch aggregations

If I have a partitioned terms aggregation, say with 20 partitions. If I request for all the 20 partitions by sending 20 requests at the same time using the REST API, will the result be fetched faster or would it still take the same amount of time?

Does this sort of usage affect Elasticsearch performance in any way?

Details of the query in case it is relevant.

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